CN111091332A - Order distribution method and device based on store-in mode, electronic equipment and storage medium - Google Patents
Order distribution method and device based on store-in mode, electronic equipment and storage medium Download PDFInfo
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- CN111091332A CN111091332A CN201911348138.XA CN201911348138A CN111091332A CN 111091332 A CN111091332 A CN 111091332A CN 201911348138 A CN201911348138 A CN 201911348138A CN 111091332 A CN111091332 A CN 111091332A
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Abstract
The invention discloses a store-standing mode-based order distribution method and device, electronic equipment and a storage medium. The method comprises the following steps: splitting the waybill into a plurality of waybill packets; the method comprises the steps of dividing the freight note packages meeting the departure conditions into assignment note packages, assigning the assignment note packages to distributors, dividing the freight notes meeting recommendation conditions in the freight note packages not meeting the departure conditions into recommendation note packages, and recommending the recommendation note packages to the distributors, so that a mode of combining forced dispatch and recommendation is realized, the problem that the freight notes are distributed only in a forced dispatch mode in the prior art is solved, and the distribution efficiency can be effectively improved.
Description
Technical Field
The invention relates to the technical field of travel, in particular to an order dividing method and device based on a store-in mode.
Background
In the store-standing mode, the rider starts from the same goods taking point in the distribution process and returns to the goods taking point after delivery is completed. In the existing intelligent order distribution method aiming at the store-standing mode, after a rider receives a forced dispatching instruction sent by an APP, the rider finishes alternate taking and delivering among a plurality of stores and users, and therefore the delivery operation is finished. The method generally utilizes a path planning function to calculate the distribution cost of the newly added waybills, and simultaneously completes the distribution of the waybills by matching with a greedy algorithm or a KM algorithm. However, in actual operation, if all the waybills are distributed to the riders by means of forced dispatch, some cases of unreasonable waybills distribution can occur, and the capacity is wasted. On the other hand, the efficiency of the waybill splitting influences the final delivery efficiency of the waybill. Therefore, it is necessary to fully consider the influence factors of waybill splitting, and provide a waybill splitting method capable of effectively identifying complex scenes, so as to improve the efficiency of waybill distribution.
Disclosure of Invention
An object of the present invention is to solve at least the above problems and/or disadvantages and to provide at least the advantages described hereinafter.
An object of the present invention is to provide an order distribution method, apparatus, electronic device and storage medium based on a store-in mode, which can improve the distribution efficiency of waybills.
To achieve these objects and other advantages in accordance with the purpose of the invention, there is provided an order division method based on a store-standing mode, comprising:
splitting the waybill into a plurality of waybill packets;
dividing the waybill packages meeting the departure conditions into assignment single packages, assigning the assignment single packages to distributors, dividing the waybill packages meeting recommendation conditions in the waybill packages not meeting the departure conditions into recommendation single packages, and recommending the recommendation single packages to the distributors;
wherein the recommendation condition is set to: the capacity of the distribution station corresponding to the assignment single package is not tense, and the geographical distance between the distribution station and the assignment single package is close.
Preferably, in the order splitting method based on the store-standing mode, the splitting the waybill into a plurality of waybill packages includes:
dividing the freight note of one distribution area into freight notes of a plurality of distribution blocks;
and splitting the freight bill of each distribution block into a plurality of freight bill packets.
Preferably, in the order dividing method based on the store-standing mode, the dividing the waybill of each delivery block into a plurality of waybill packages includes:
and splitting the waybills of the distribution blocks into a plurality of waybills packages according to the geographical distance, the time distance and the capacity tension degree of the distribution blocks.
Preferably, in the order dividing method based on the store-standing mode, the dividing the waybill of one distribution block into a plurality of waybill packages includes:
and setting the geographic distance constraint condition and the time distance constraint condition in the splitting process according to the distribution condition of the waybills of the distribution blocks on the geographic distance, the distribution condition of the waybills on the time distance and the service types of the waybills.
The invention provides a distribution device based on a store-in mode, which comprises:
the sub-packaging module is used for splitting the freight note into a plurality of freight note packages;
the distribution module is used for dividing the waybill package meeting the departure condition into assignment single packages, assigning the assignment single packages to distributors, dividing the waybill which does not meet the departure condition but meets the recommendation condition in other waybill packages into recommendation single packages, and recommending the recommendation single packages to the distributors; wherein the recommendation condition is set to: the capacity of the distribution station corresponding to the assignment single package is not tense, and the geographical distance between the distribution station and the assignment single package is close.
Preferably, in the order distribution device based on the store-standing mode, the packetizing module includes:
the dividing module is used for dividing the waybill of one distribution area into the waybill of a plurality of distribution blocks;
and the splitting module is used for splitting the freight bill of each distribution block into a plurality of freight bill packets.
Preferably, in the order dividing apparatus based on the store-standing mode, the splitting module includes:
and the splitting submodule is used for splitting the freight notes of the distribution blocks into a plurality of freight note packages according to the geographical distance, the time distance and the transport capacity tension degree of the distribution blocks.
Preferably, in the order dividing apparatus based on the store-standing mode, the splitting module includes:
and the setting submodule is used for setting the geographic distance constraint condition and the time distance constraint condition in the splitting process according to the distribution condition of the waybills of the distribution blocks on the geographic distance, the distribution condition of the waybills on the time distance and the service types of the waybills.
The present invention also provides an electronic device, comprising: at least one processor, and a memory communicatively coupled to the at least one processor, wherein the memory stores instructions executable by the at least one processor to cause the at least one processor to perform the method.
The invention also provides a storage medium on which a computer program is stored which, when executed by a processor, carries out the method.
The invention at least comprises the following beneficial effects:
(1) the invention divides the freight note packages meeting the departure condition into the assignment single packages, assigns the assignment single packages to the dispatchers, divides the freight notes meeting the recommendation condition in the freight note packages not meeting the departure condition into the recommendation single packages, and recommends the recommendation single packages to the same dispatchers, thereby realizing the mode of combining forced dispatch and recommendation, avoiding the problems of distributing the freight notes only by adopting the forced dispatch mode in the prior art, and effectively improving the distribution efficiency.
(2) The invention splits the waybill of a distribution block from multiple dimensions such as geographic distance, time distance, transport capacity tension degree of the distribution block and the like, and is beneficial to realizing the splitting of the waybill in a complex scene, thereby further improving the efficiency of waybill distribution. In addition, the invention can adjust the parameters according to which the waybill is divided according to the actual situation, thereby being more beneficial to improving the efficiency of waybill distribution.
Additional advantages, objects, and features of the invention will be set forth in part in the description which follows and in part will become apparent to those having ordinary skill in the art upon examination of the following or may be learned from practice of the invention.
Drawings
FIG. 1 is a flow chart of one embodiment of a store-standing mode based singulation method of the present invention;
FIG. 2 is a flow chart of another embodiment of the store-standing mode-based order distribution method according to the present invention;
FIG. 3 is a schematic structural diagram of an embodiment of an order-dividing device based on a store-standing mode according to the present invention;
fig. 4 is a schematic structural diagram of an embodiment of an electronic device provided in the present invention.
Detailed Description
The present invention is further described in detail below with reference to the attached drawings so that those skilled in the art can implement the invention by referring to the description text.
FIG. 1 is a flow chart of one embodiment of the store-standing mode-based singulation method of the present invention. The invention provides a store-standing mode-based order-dividing method, which comprises the following steps:
102, dividing the waybill packages meeting the departure conditions into assignment single packages, assigning the assignment single packages to distributors, dividing the waybill packages meeting recommendation conditions in the waybill packages not meeting the departure conditions into recommendation single packages, and recommending the recommendation single packages to the distributors;
wherein the recommendation condition is set to: the capacity of the distribution station corresponding to the assignment single package is not tense, and the geographical distance between the distribution station and the assignment single package is close.
One aspect of the recommended condition is to consider whether the capacity of the delivery site is tight. When the capacity is not tense, the delivery site can give consideration to the waybills which do not meet the starting conditions in other waybills packages, so that the recommendation packages can be recommended to the deliverers, and the deliverers can select to deliver the recommendation packages in the recommendation packages from far. When the capacity is insufficient, the delivery site first needs to guarantee the delivery timeliness of the assigned single package, and at the moment, the recommendation of the recommended single package is not carried out. Another aspect of the recommendation condition is to consider whether the geographic distance from the assignment single package is close.
Whether the capacity of the delivery site corresponding to the assignment list is tense can be evaluated by the capacity tension degree. The amount of the rider's saddle sheet at the delivery site is preferably used as an evaluation index of the degree of transport stress. Specifically, the recommendation condition may be set to: when the transport capacity tension degree of the distribution station corresponding to the assignment order is lower than the set transport capacity tension degree threshold value, the geographic distance between the distribution station and the assignment order package is lower than the set geographic distance threshold value.
The geographical distance between a certain waybill in other waybill packages which do not meet the departure condition and the assignment package can be obtained by calculating the distance between the distribution addresses of the waybill and any assignment in the assignment package.
In step 102, the invention divides the waybill package meeting the departure condition into the assignment single package, assigns the assignment single package to the distributor, divides the waybill which does not meet the departure condition but meets the recommendation condition in other waybill packages into the recommendation single package, and recommends the recommendation single package to the same distributor. The distributor can select to distribute the recommendation packages according to experience and actual conditions, or select to distribute a part of the waybills in the recommendation packages, or refuse to distribute the recommendation packages. For example, although the recommendation list selected by the system meets the recommendation condition in terms of geographic distance, actually, the dispenser knows that the road section where the recommendation list is located has serious traffic jam according to experience and is not suitable for being matched with the assignment list package, and the dispenser can refuse to deliver the recommendation list package after self-judgment. If the distributor judges that the recommendation single package and the assignment single package can be distributed together without delaying the distribution timeliness of the recommendation single package and the assignment single package, the distributor can select to distribute the recommendation single package and the distribution single package.
The invention realizes the mode of combining the forced dispatch and the recommendation, avoids the problems of only adopting the forced dispatch mode to distribute the waybills in the prior art, fully utilizes the familiarity degree of the distributor to the actual scene, improves the flexibility of waybills distribution and can effectively improve the distribution efficiency.
Specifically, the starting condition means that the distribution cost of a certain freight package meets the requirement of the distribution income. The delivery revenue may be distance revenue, time revenue, etc.
Fig. 2 is a flowchart of another embodiment of the order division method based on the store-standing mode according to the present invention. In the order splitting method based on the store-standing mode, the splitting of the waybill into a plurality of waybill packages includes:
the waybill of one distribution area is divided into waybill of several distribution blocks, i.e. the step "block order combining" in fig. 2.
The delivery area may be a relatively large area, such as a city of a city. The distribution area is divided into a plurality of relatively small distribution blocks.
The waybill of each distribution block is divided into a plurality of waybill packets, i.e. the step "unpacking" in fig. 2.
In one distribution area, the waybill packages of all the distribution blocks form the plurality of waybill packages.
The recommended waybills in the recommended waybill package can come from different waybill packages of the same distribution block or from different distribution blocks.
After the step of unpacking, whether the necessary dispatch list exists or not is judged for all the freight lists in the distribution block. The said necessary order is a special medicine (such as some medicine which is needed to be delivered) or the specific user's waybill, or the waybill with the risk of overtime. And if the necessary delivery order exists but the starting condition is not met, judging whether a new order exists, continuously scanning the freight order pool under the condition that the new order exists, dividing the freight orders meeting the recommendation condition into recommendation order packages, and recommending the recommendation order packages to a distributor (rider) for the distributor to select. If there is a necessary order and the departure condition is satisfied (i.e., a package of assignment orders including the necessary order is formed), the results are merged (i.e., the current package of assignment orders is merged together with the package of assignment orders selected by the rider), followed by prompting for departure. And if the necessary list does not exist, carrying out the operation of block list combining and unpacking processing of the next round.
In a preferred embodiment, in the order dividing method based on the store-standing mode, the dividing the waybill of each delivery block into a plurality of waybill packages includes: and splitting the waybills of the distribution blocks into a plurality of waybills packages according to the geographical distance, the time distance and the capacity tension degree of the distribution blocks.
Specifically, the waybills in each distribution block are divided into a plurality of waybills packages by using a hierarchical clustering algorithm, and each waybills package is a cluster obtained based on the hierarchical clustering algorithm. And clustering is realized by taking the geographic distance and the time distance between the freight notes and the transport capacity tension degree of the distribution blocks as the similarity measure of the hierarchical clustering algorithm.
In a preferred embodiment, in the order dividing method based on the store-standing mode, the dividing the waybill of one delivery block into a plurality of waybill packages includes: and setting the geographic distance constraint condition and the time distance constraint condition in the splitting process according to the distribution condition of the waybills of the distribution blocks on the geographic distance, the distribution condition of the waybills on the time distance and the service types of the waybills.
Specifically, the geographical distance constraint condition and the time distance constraint condition in the hierarchical clustering algorithm execution process are dynamically adjusted according to actual conditions. The adjustment is based on the distribution of the geographical distances between the waybills of the distribution blocks, the distribution of the geographical distances and the traffic types of the waybills. For example, when the distribution of the receiving addresses of the waybills of the distribution block is relatively dispersed and the distribution timeliness of the waybills are relatively close, it needs to be ensured that the waybills in the whole waybill package are distributed within a certain distribution timeliness, the numerical value of the set geographic distance constraint condition is correspondingly reduced, and the numerical value of the time distance constraint condition is correspondingly reduced; when the distribution of the receiving addresses of the waybills in the distribution block is compact and the interval between the distribution timeliness of the waybills is large, it needs to be considered that more waybills are distributed in the longest distribution timeliness, the value of the geographical distance constraint condition which can be set is correspondingly increased, and the value of the time distance constraint condition is correspondingly increased. And when the geographic distance constraint condition and the time distance constraint condition are adjusted, the service type of the waybill is considered at the same time. The service types, namely the types of the freight notes, such as a quick freight note, a slow freight note and a reserved freight note, mainly relate to the timeliness of the freight notes. If the quick waybill exists, the value of the time distance constraint condition is relatively small so as to guarantee the distribution timeliness.
In addition, as shown in fig. 3, the present invention provides an order distribution apparatus based on a store-standing mode, including: a sub-package module 201, configured to split the waybill into a plurality of waybill packages; the distribution module 202 is configured to divide the waybill package meeting the departure condition into assignment single packages, assign the assignment single packages to distributors, divide waybill packages which do not meet the departure condition but meet the recommendation condition among other waybill packages into recommendation single packages, and recommend the recommendation single packages to the distributors; wherein the recommendation condition is set to: the capacity of the distribution station corresponding to the assignment single package is not tense, and the geographical distance between the distribution station and the assignment single package is close.
The invention realizes the mode of combining the forced dispatch and the recommendation, avoids the problems of only adopting the forced dispatch mode to distribute the waybills in the prior art, fully utilizes the familiarity degree of the distributor to the actual scene, improves the flexibility of waybills distribution and can effectively improve the distribution efficiency.
In a preferred embodiment, in the store-standing mode-based singulation apparatus, the packetizing module includes: the dividing module is used for dividing the waybill of one distribution area into the waybill of a plurality of distribution blocks; and the splitting module is used for splitting the freight bill of each distribution block into a plurality of freight bill packets.
In a preferred embodiment, in the store-standing mode-based singulation apparatus, the splitting module includes: and the splitting submodule is used for splitting the freight notes of the distribution blocks into a plurality of freight note packages according to the geographical distance, the time distance and the transport capacity tension degree of the distribution blocks.
In a preferred embodiment, in the store-standing mode-based singulation apparatus, the splitting module includes: and the setting submodule is used for setting the geographic distance constraint condition and the time distance constraint condition in the splitting process according to the distribution condition of the waybills of the distribution blocks on the geographic distance, the distribution condition of the waybills on the time distance and the service types of the waybills.
Corresponding to the store-standing mode-based order distribution method in fig. 1, the present invention further provides an electronic device, as shown in fig. 4, including: at least one processor, and a memory communicatively coupled to the at least one processor, wherein the memory stores instructions executable by the at least one processor to cause the at least one processor to perform the method.
Specifically, the memory 1000 and the processor 2000 can be general-purpose memories and processors, and are not limited to specific ones, and when the processor 2000 runs a computer program stored in the memory 1000, the hybrid neural network model-based scenic spot traffic prediction method can be executed, so that the accuracy of scenic spot traffic prediction can be improved.
The invention also provides a storage medium on which a computer program is stored which, when executed by a processor, carries out the method. For specific implementation, reference may be made to the method embodiment, which is not described herein again.
While embodiments of the invention have been disclosed above, it is not intended to be limited to the uses set forth in the specification and examples. It can be applied to all kinds of fields suitable for the present invention. Additional modifications will readily occur to those skilled in the art. It is therefore intended that the invention not be limited to the exact details and illustrations described and illustrated herein, but fall within the scope of the appended claims and equivalents thereof.
Claims (10)
1. The order dividing method based on the store-standing mode is characterized by comprising the following steps:
splitting the waybill into a plurality of waybill packets;
dividing the waybill packages meeting the departure conditions into assignment single packages, assigning the assignment single packages to distributors, dividing the waybill packages meeting recommendation conditions in the waybill packages not meeting the departure conditions into recommendation single packages, and recommending the recommendation single packages to the distributors;
wherein the recommendation condition is set to: the capacity of the distribution station corresponding to the assignment single package is not tense, and the geographical distance between the distribution station and the assignment single package is close.
2. The store-standing mode-based manifesting method as in claim 1, wherein said splitting of the manifest into a plurality of manifest packages comprises:
dividing the freight note of one distribution area into freight notes of a plurality of distribution blocks;
and splitting the freight bill of each distribution block into a plurality of freight bill packets.
3. The store-standing mode-based waybill method of claim 2, wherein the splitting the waybill of each delivery block into a plurality of waybill packages comprises:
and splitting the waybills of the distribution blocks into a plurality of waybills packages according to the geographical distance, the time distance and the capacity tension degree of the distribution blocks.
4. The store-standing mode-based waybill method as claimed in claim 3, wherein said splitting the waybill of one delivery block into a plurality of waybill packages comprises:
and setting the geographic distance constraint condition and the time distance constraint condition in the splitting process according to the distribution condition of the waybills of the distribution blocks on the geographic distance, the distribution condition of the waybills on the time distance and the service types of the waybills.
5. An order-dividing device based on a store-staying mode is characterized by comprising:
the sub-packaging module is used for splitting the freight note into a plurality of freight note packages;
the distribution module is used for dividing the waybill package meeting the departure condition into assignment single packages, assigning the assignment single packages to distributors, dividing the waybill which does not meet the departure condition but meets the recommendation condition in other waybill packages into recommendation single packages, and recommending the recommendation single packages to the distributors; wherein the recommendation condition is set to: the capacity of the distribution station corresponding to the assignment single package is not tense, and the geographical distance between the distribution station and the assignment single package is close.
6. The store-standing mode-based singulation apparatus according to claim 5, wherein the packetizing module comprises:
the dividing module is used for dividing the waybill of one distribution area into the waybill of a plurality of distribution blocks;
and the splitting module is used for splitting the freight bill of each distribution block into a plurality of freight bill packets.
7. The store-standing mode-based singulation apparatus according to claim 5, wherein the splitting module comprises:
and the splitting submodule is used for splitting the freight notes of the distribution blocks into a plurality of freight note packages according to the geographical distance, the time distance and the transport capacity tension degree of the distribution blocks.
8. The store-standing mode-based singulation apparatus according to claim 5, wherein the splitting module comprises:
and the setting submodule is used for setting the geographic distance constraint condition and the time distance constraint condition in the splitting process according to the distribution condition of the waybills of the distribution blocks on the geographic distance, the distribution condition of the waybills on the time distance and the service types of the waybills.
9. An electronic device, comprising: at least one processor, and a memory communicatively coupled to the at least one processor, wherein the memory stores instructions executable by the at least one processor to cause the at least one processor to perform the method of any of claims 1-4.
10. A storage medium on which a computer program is stored, which program, when being executed by a processor, is adapted to carry out the method of any one of claims 1-4.
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| US20180365638A1 (en) * | 2016-02-29 | 2018-12-20 | Cainiao Smart Logistics Holding Limited | Method and device for processing data in logistics and distribution, and courier mobile terminal-based logistics and distribution method and device |
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